eda

Dataset statistics

Number of variables	14
Number of observations	1330
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	292.9 KiB
Average record size in memory	225.5 B

Variable types

Categorical	4
Numeric	10

Alerts

`Country Name` has a high cardinality: 266 distinct values	High cardinality
`Country Code` has a high cardinality: 266 distinct values	High cardinality
`Current GDP ($)` is highly overall correlated with `Land area (sq.km)` and 1 other fields	High correlation
`GDP per capita ($)` is highly overall correlated with `%individuals using internet` and 1 other fields	High correlation
`%individuals using internet` is highly overall correlated with `GDP per capita ($)` and 1 other fields	High correlation
`Interest payments (% of expense)` is highly overall correlated with `Interest payments (% of revenue)`	High correlation
`Interest payments (% of revenue)` is highly overall correlated with `Interest payments (% of expense)`	High correlation
`Land area (sq.km)` is highly overall correlated with `Current GDP ($)` and 1 other fields	High correlation
`Life expectancy at birth` is highly overall correlated with `GDP per capita ($)` and 1 other fields	High correlation
`Military expenditure (% of GDP)` is highly overall correlated with `Current GDP ($)` and 1 other fields	High correlation
`Year` is highly overall correlated with `Age`	High correlation
`Age` is highly overall correlated with `Year`	High correlation
`Year` is uniformly distributed	Uniform
`Country Name` is uniformly distributed	Uniform
`Country Code` is uniformly distributed	Uniform
`Age` is uniformly distributed	Uniform
`Current GDP ($)` has 50 (3.8%) zeros	Zeros
`GDP growth (annual %)` has 61 (4.6%) zeros	Zeros
`GDP per capita ($)` has 50 (3.8%) zeros	Zeros
`Gini index` has 825 (62.0%) zeros	Zeros
`%individuals using internet` has 75 (5.6%) zeros	Zeros
`Interest payments (% of expense)` has 446 (33.5%) zeros	Zeros
`Interest payments (% of revenue)` has 441 (33.2%) zeros	Zeros
`Life expectancy at birth` has 85 (6.4%) zeros	Zeros
`Military expenditure (% of GDP)` has 345 (25.9%) zeros	Zeros

Reproduction

Analysis started	2023-05-22 19:47:15.506171
Analysis finished	2023-05-22 19:47:26.166328
Duration	10.66 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

Year
Categorical

HIGH CORRELATION UNIFORM

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	79.4 KiB

2016	266
2017	266
2018	266
2019	266
2020	266

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	5320
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2016
2nd row	2017
3rd row	2018
4th row	2019
5th row	2020

Common Values

Value	Count	Frequency (%)
2016	266	20.0%
2017	266	20.0%
2018	266	20.0%
2019	266	20.0%
2020	266	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2016	266	20.0%
2017	266	20.0%
2018	266	20.0%
2019	266	20.0%
2020	266	20.0%

Most occurring characters

Value	Count	Frequency (%)
2	1596	30.0%
0	1596	30.0%
1	1064	20.0%
6	266	5.0%
7	266	5.0%
8	266	5.0%
9	266	5.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5320	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	1596	30.0%
0	1596	30.0%
1	1064	20.0%
6	266	5.0%
7	266	5.0%
8	266	5.0%
9	266	5.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5320	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	1596	30.0%
0	1596	30.0%
1	1064	20.0%
6	266	5.0%
7	266	5.0%
8	266	5.0%
9	266	5.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5320	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	1596	30.0%
0	1596	30.0%
1	1064	20.0%
6	266	5.0%
7	266	5.0%
8	266	5.0%
9	266	5.0%

Country Name
Categorical

HIGH CARDINALITY UNIFORM

Distinct	266
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Memory size	90.3 KiB

Afghanistan	5
Norway	5
Mozambique	5
Myanmar	5
Namibia	5
Other values (261)	1305

Length

Max length	52
Median length	44
Mean length	12.402256
Min length	4

Characters and Unicode

Total characters	16495
Distinct characters	60
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Afghanistan
2nd row	Afghanistan
3rd row	Afghanistan
4th row	Afghanistan
5th row	Afghanistan

Common Values

Value	Count	Frequency (%)
Afghanistan	5	0.4%
Norway	5	0.4%
Mozambique	5	0.4%
Myanmar	5	0.4%
Namibia	5	0.4%
Nauru	5	0.4%
Nepal	5	0.4%
Netherlands	5	0.4%
New Caledonia	5	0.4%
New Zealand	5	0.4%
Other values (256)	1280	96.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	100	4.0%
and	60	2.4%
income	55	2.2%
ida	50	2.0%
africa	45	1.8%
islands	45	1.8%
asia	40	1.6%
ibrd	40	1.6%
rep	35	1.4%
countries	35	1.4%
Other values (310)	2020	80.0%

Most occurring characters

Value	Count	Frequency (%)
a	1935	11.7%
i	1295	7.9%
	1195	7.2%
e	1150	7.0%
n	1110	6.7%
r	880	5.3%
o	785	4.8%
t	650	3.9%
s	600	3.6%
l	575	3.5%
Other values (50)	6320	38.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12475	75.6%
Uppercase Letter	2365	14.3%
Space Separator	1195	7.2%
Other Punctuation	265	1.6%
Open Punctuation	75	0.5%
Close Punctuation	75	0.5%
Dash Punctuation	45	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1935	15.5%
i	1295	10.4%
e	1150	9.2%
n	1110	8.9%
r	880	7.1%
o	785	6.3%
t	650	5.2%
s	600	4.8%
l	575	4.6%
d	565	4.5%
Other values (16)	2930	23.5%

Uppercase Letter

Value	Count	Frequency (%)
A	260	11.0%
S	225	9.5%
I	195	8.2%
C	180	7.6%
B	160	6.8%
R	150	6.3%
M	145	6.1%
D	140	5.9%
E	120	5.1%
L	105	4.4%
Other values (15)	685	29.0%

Other Punctuation

Value	Count	Frequency (%)
&	100	37.7%
.	85	32.1%
,	65	24.5%
'	10	3.8%
:	5	1.9%

Space Separator

Value	Count	Frequency (%)
	1195	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	75	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	75	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	45	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14840	90.0%
Common	1655	10.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1935	13.0%
i	1295	8.7%
e	1150	7.7%
n	1110	7.5%
r	880	5.9%
o	785	5.3%
t	650	4.4%
s	600	4.0%
l	575	3.9%
d	565	3.8%
Other values (41)	5295	35.7%

Common

Value	Count	Frequency (%)
	1195	72.2%
&	100	6.0%
.	85	5.1%
(	75	4.5%
)	75	4.5%
,	65	3.9%
-	45	2.7%
'	10	0.6%
:	5	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16495	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	1935	11.7%
i	1295	7.9%
	1195	7.2%
e	1150	7.0%
n	1110	6.7%
r	880	5.3%
o	785	4.8%
t	650	3.9%
s	600	3.6%
l	575	3.5%
Other values (50)	6320	38.3%

Country Code
Categorical

HIGH CARDINALITY UNIFORM

Distinct	266
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

AFG	5
NOR	5
MOZ	5
MMR	5
NAM	5
Other values (261)	1305

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3990
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AFG
2nd row	AFG
3rd row	AFG
4th row	AFG
5th row	AFG

Common Values

Value	Count	Frequency (%)
AFG	5	0.4%
NOR	5	0.4%
MOZ	5	0.4%
MMR	5	0.4%
NAM	5	0.4%
NRU	5	0.4%
NPL	5	0.4%
NLD	5	0.4%
NCL	5	0.4%
NZL	5	0.4%
Other values (256)	1280	96.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
afg	5	0.4%
aut	5	0.4%
bgr	5	0.4%
brn	5	0.4%
afw	5	0.4%
alb	5	0.4%
dza	5	0.4%
asm	5	0.4%
and	5	0.4%
ago	5	0.4%
Other values (256)	1280	96.2%

Most occurring characters

Value	Count	Frequency (%)
A	325	8.1%
S	290	7.3%
M	275	6.9%
R	260	6.5%
N	245	6.1%
C	230	5.8%
L	220	5.5%
E	210	5.3%
T	205	5.1%
B	200	5.0%
Other values (16)	1530	38.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3990	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	325	8.1%
S	290	7.3%
M	275	6.9%
R	260	6.5%
N	245	6.1%
C	230	5.8%
L	220	5.5%
E	210	5.3%
T	205	5.1%
B	200	5.0%
Other values (16)	1530	38.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3990	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	325	8.1%
S	290	7.3%
M	275	6.9%
R	260	6.5%
N	245	6.1%
C	230	5.8%
L	220	5.5%
E	210	5.3%
T	205	5.1%
B	200	5.0%
Other values (16)	1530	38.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3990	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	325	8.1%
S	290	7.3%
M	275	6.9%
R	260	6.5%
N	245	6.1%
C	230	5.8%
L	220	5.5%
E	210	5.3%
T	205	5.1%
B	200	5.0%
Other values (16)	1530	38.3%

Current GDP ($)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1272
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5833785 × 10¹²

Minimum	0
Maximum	8.7568054 × 10¹³
Zeros	50
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2.1697726 × 10⁸
Q1	7.1841162 × 10⁹
median	4.8213165 × 10¹⁰
Q3	5.1339377 × 10¹¹
95-th percentile	1.9695651 × 10¹³
Maximum	8.7568054 × 10¹³
Range	8.7568054 × 10¹³
Interquartile range (IQR)	5.0620965 × 10¹¹

Descriptive statistics

Standard deviation	8.9314293 × 10¹²
Coefficient of variation (CV)	3.457267
Kurtosis	34.591558
Mean	2.5833785 × 10¹²
Median Absolute Deviation (MAD)	4.721835 × 10¹⁰
Skewness	5.3590948
Sum	3.4358934 × 10¹⁵
Variance	7.977043 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50	3.8%
1.705379935 × 10¹²	2	0.2%
3.436593923 × 10¹²	2	0.2%
1.563897898 × 10¹²	2	0.2%
1.754544849 × 10¹²	2	0.2%
1.80448233 × 10¹²	2	0.2%
3.597252024 × 10¹²	2	0.2%
3.34810885 × 10¹²	2	0.2%
3.386420412 × 10¹²	2	0.2%
2.926447614 × 10¹²	2	0.2%
Other values (1262)	1262	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50	3.8%
36547799.58	1	0.1%
40619251.99	1	0.1%
42588164.97	1	0.1%
47271463.33	1	0.1%
48855550.2	1	0.1%
99723394.96	1	0.1%
109359680.2	1	0.1%
114626625.6	1	0.1%
118724073.8	1	0.1%

Value	Count	Frequency (%)
8.756805441 × 10¹³	1	0.1%
8.626760063 × 10¹³	1	0.1%
8.474697912 × 10¹³	1	0.1%
8.119329166 × 10¹³	1	0.1%
7.630505887 × 10¹³	1	0.1%
5.50456476 × 10¹³	1	0.1%
5.455747758 × 10¹³	1	0.1%
5.398312976 × 10¹³	1	0.1%
5.346907564 × 10¹³	1	0.1%
5.346107754 × 10¹³	1	0.1%

GDP growth (annual %)
Real number (ℝ)

Distinct	1267
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4858426

Minimum	-54.011402
Maximum	43.479556
Zeros	61
Zeros (%)	4.6%
Negative	304
Negative (%)	22.9%
Memory size	10.5 KiB

Quantile statistics

Minimum	-54.011402
5-th percentile	-7.1497611
Q1	0
median	2.2846386
Q3	4.2790871
95-th percentile	6.993149
Maximum	43.479556
Range	97.490958
Interquartile range (IQR)	4.2790871

Descriptive statistics

Standard deviation	5.2909877
Coefficient of variation (CV)	3.5609342
Kurtosis	17.401844
Mean	1.4858426
Median Absolute Deviation (MAD)	2.2153611
Skewness	-1.6717473
Sum	1976.1706
Variance	27.99455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	61	4.6%
6.444305921	2	0.2%
4.041559599	2	0.2%
0.5	2	0.2%
-3.674794578	1	0.1%
5.941396863	1	0.1%
7.210803008	1	0.1%
5.001359945	1	0.1%
5.740893151	1	0.1%
-1.977329393	1	0.1%
Other values (1257)	1257	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-54.01140215	1	0.1%
-33.4999021	1	0.1%
-31.30000005	1	0.1%
-26.7828754	1	0.1%
-24.59415687	1	0.1%
-21.46426628	1	0.1%
-20.37364179	1	0.1%
-20.19237057	1	0.1%
-19.34501142	1	0.1%
-18.9795097	1	0.1%

Value	Count	Frequency (%)
43.47955594	1	0.1%
29.21212121	1	0.1%
26.68090263	1	0.1%
23.17073171	1	0.1%
19.53581024	1	0.1%
15.13279989	1	0.1%
13.78737302	1	0.1%
13.39624262	1	0.1%
13.39486131	1	0.1%
10.88001864	1	0.1%

GDP per capita ($)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1271
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15856.674

Minimum	0
Maximum	189487.15
Zeros	50
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	463.96171
Q1	1776.5879
median	6070.3686
Q3	18565.472
95-th percentile	61294.604
Maximum	189487.15
Range	189487.15
Interquartile range (IQR)	16788.884

Descriptive statistics

Standard deviation	24586.127
Coefficient of variation (CV)	1.5505224
Kurtosis	14.273292
Mean	15856.674
Median Absolute Deviation (MAD)	4865.6352
Skewness	3.2138681
Sum	21089376
Variance	6.0447766 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50	3.8%
1652.251801	2	0.2%
1501.152921	2	0.2%
1529.439256	2	0.2%
1589.370013	2	0.2%
1630.127378	2	0.2%
1627.11036	2	0.2%
1823.712912	2	0.2%
1959.525845	2	0.2%
1894.008884	2	0.2%
Other values (1261)	1262	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50	3.8%
228.2135892	1	0.1%
238.783467	1	0.1%
238.9907259	1	0.1%
253.8263541	1	0.1%
260.5652208	1	0.1%
315.7779871	1	0.1%
363.5695174	1	0.1%
384.4634014	1	0.1%
389.8220615	1	0.1%

Value	Count	Frequency (%)
189487.1471	1	0.1%
185978.6093	1	0.1%
180366.7152	1	0.1%
179204.372	1	0.1%
175813.8756	1	0.1%
173688.1894	1	0.1%
171253.9643	1	0.1%
170028.6557	1	0.1%
167517.0597	1	0.1%
165642.3863	1	0.1%

Gini index
Real number (ℝ)

Distinct	244
Distinct (%)	18.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.88881

Minimum	0
Maximum	56.3
Zeros	825
Zeros (%)	62.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	32.4
95-th percentile	44.9
Maximum	56.3
Range	56.3
Interquartile range (IQR)	32.4

Descriptive statistics

Standard deviation	18.345274
Coefficient of variation (CV)	1.3208673
Kurtosis	-1.2364628
Mean	13.88881
Median Absolute Deviation (MAD)	0
Skewness	0.69701509
Sum	18472.117
Variance	336.5491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	825	62.0%
36.8	11	0.8%
38.5	10	0.8%
38.8	7	0.5%
35.7	7	0.5%
31.4	7	0.5%
35.1	7	0.5%
31.3	6	0.5%
35.3	6	0.5%
38	6	0.5%
Other values (234)	438	32.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	825	62.0%
22.8	1	0.1%
23.9	1	0.1%
24.2	1	0.1%
24.4	1	0.1%
24.5	1	0.1%
24.6	2	0.2%
24.8	3	0.2%
24.9	2	0.2%
25	3	0.2%

Value	Count	Frequency (%)
56.3	5	0.4%
54.6	5	0.4%
53.9	1	0.1%
53.43333333	1	0.1%
53.4	1	0.1%
53.3	3	0.2%
51.53333333	1	0.1%
51.3	6	0.5%
51.2	5	0.4%
50.6	1	0.1%

%individuals using internet
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1154
Distinct (%)	86.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.836414

Minimum	0
Maximum	108.05264
Zeros	75
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	26.409668
median	59.37295
Q3	79.841563
95-th percentile	95.957734
Maximum	108.05264
Range	108.05264
Interquartile range (IQR)	53.431895

Descriptive statistics

Standard deviation	29.960678
Coefficient of variation (CV)	0.55651326
Kurtosis	-1.1803436
Mean	53.836414
Median Absolute Deviation (MAD)	24.876982
Skewness	-0.26135658
Sum	71602.431
Variance	897.64224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	75	5.6%
4	5	0.4%
94.44447158	5	0.4%
28	5	0.4%
41.77264453	5	0.4%
82.0058408	5	0.4%
60.18230126	5	0.4%
62.38512451	5	0.4%
23.62108195	5	0.4%
46.88	5	0.4%
Other values (1144)	1210	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	75	5.6%
1.17711872	1	0.1%
1.30890698	1	0.1%
1.44069524	1	0.1%
1.5724835	1	0.1%
1.70427176	1	0.1%
1.88	1	0.1%
2.004048698	1	0.1%
2.128097396	1	0.1%
2.252146094	1	0.1%

Value	Count	Frequency (%)
108.0526384	1	0.1%
105.0017908	1	0.1%
104.4250923	1	0.1%
103.9047381	1	0.1%
102.5873735	1	0.1%
102.5285135	1	0.1%
102.4520296	1	0.1%
100.999321	1	0.1%
100.7975461	1	0.1%
100.7425746	1	0.1%

Interest payments (% of expense)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	767
Distinct (%)	57.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3972341

Minimum	-51.923722
Maximum	48.670458
Zeros	446
Zeros (%)	33.5%
Negative	6
Negative (%)	0.5%
Memory size	10.5 KiB

Quantile statistics

Minimum	-51.923722
5-th percentile	0
Q1	0
median	3.7012981
Q3	8.7411145
95-th percentile	17.969107
Maximum	48.670458
Range	100.59418
Interquartile range (IQR)	8.7411145

Descriptive statistics

Standard deviation	7.0053417
Coefficient of variation (CV)	1.2979503
Kurtosis	8.1652274
Mean	5.3972341
Median Absolute Deviation (MAD)	3.7012981
Skewness	1.1659065
Sum	7178.3214
Variance	49.074812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	446	33.5%
20.25401766	7	0.5%
4.219099179	5	0.4%
4.77144465	5	0.4%
22.52979905	5	0.4%
10.63303885	5	0.4%
7.885434605	4	0.3%
8.325766621	4	0.3%
8.627902592	3	0.2%
9.977814629	3	0.2%
Other values (757)	843	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-51.92372234	1	0.1%
-32.53604804	1	0.1%
-13.14837374	1	0.1%
-9.751464892	1	0.1%
-4.875732446	1	0.1%
-0.882937069	1	0.1%
0	446	33.5%
5.202715133 × 10^-5	1	0.1%
0.0007913156893	1	0.1%
0.001032311345	1	0.1%

Value	Count	Frequency (%)
48.67045838	1	0.1%
41.99611574	1	0.1%
39.05322203	1	0.1%
37.25543899	1	0.1%
36.31731741	1	0.1%
36.20937236	1	0.1%
36.05427344	1	0.1%
35.55258394	1	0.1%
34.46720087	1	0.1%
33.93817668	1	0.1%

Interest payments (% of revenue)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	763
Distinct (%)	57.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4039723

Minimum	-43.598854
Maximum	51.265706
Zeros	441
Zeros (%)	33.2%
Negative	6
Negative (%)	0.5%
Memory size	10.5 KiB

Quantile statistics

Minimum	-43.598854
5-th percentile	0
Q1	0
median	3.4773545
Q3	8.3945608
95-th percentile	18.459082
Maximum	51.265706
Range	94.864561
Interquartile range (IQR)	8.3945608

Descriptive statistics

Standard deviation	7.5173838
Coefficient of variation (CV)	1.3910848
Kurtosis	10.523928
Mean	5.4039723
Median Absolute Deviation (MAD)	3.4773545
Skewness	2.1310418
Sum	7187.2832
Variance	56.511059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	441	33.2%
18.45908157	7	0.5%
5.128515312	6	0.5%
25.63307435	5	0.4%
10.32094364	5	0.4%
4.138206671	5	0.4%
8.449908961	4	0.3%
8.573623071	4	0.3%
7.964325512	4	0.3%
3.697633327	3	0.2%
Other values (753)	846	63.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-43.5988544	1	0.1%
-27.43784384	1	0.1%
-11.27683328	1	0.1%
-8.627802983	1	0.1%
-4.313901491	1	0.1%
-0.8527995823	1	0.1%
0	441	33.2%
4.774931826 × 10^-5	1	0.1%
0.0006391622917	1	0.1%
0.0007314819854	1	0.1%

Value	Count	Frequency (%)
51.26570614	1	0.1%
50.99192626	1	0.1%
50.83547036	1	0.1%
50.82533241	1	0.1%
50.8219531	1	0.1%
49.97975718	1	0.1%
47.46936269	1	0.1%
45.69641563	1	0.1%
44.45389651	1	0.1%
44.09873289	1	0.1%

Land area (sq.km)
Real number (ℝ)

Distinct	386
Distinct (%)	29.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5147168.9

Minimum	0
Maximum	1.2995663 × 10⁸
Zeros	5
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	180
Q1	18280
median	192165
Q3	1246700
95-th percentile	24995526
Maximum	1.2995663 × 10⁸
Range	1.2995663 × 10⁸
Interquartile range (IQR)	1228420

Descriptive statistics

Standard deviation	15006758
Coefficient of variation (CV)	2.9155363
Kurtosis	29.413577
Mean	5147168.9
Median Absolute Deviation (MAD)	191723
Skewness	4.9465805
Sum	6.8457346 × 10⁹
Variance	2.2520278 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
460	15	1.1%
180	10	0.8%
4770754	6	0.5%
23852823.23	6	0.5%
96320	5	0.4%
1759540	5	0.4%
160	5	0.4%
2430	5	0.4%
1943950	5	0.4%
94280	5	0.4%
Other values (376)	1263	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.4%
2.027	5	0.4%
10	5	0.4%
20	5	0.4%
30	5	0.4%
30.5	1	0.1%
30.8	1	0.1%
32.9	3	0.2%
34	5	0.4%
50	5	0.4%

Value	Count	Frequency (%)
129956634.1	1	0.1%
129956069.1	1	0.1%
129949282.7	3	0.2%
96071736.24	1	0.1%
96071433.23	1	0.1%
96060596.43	3	0.2%
94132254.24	1	0.1%
94131711.23	1	0.1%
94120894.43	3	0.2%
79178654.9	1	0.1%

Life expectancy at birth
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1217
Distinct (%)	91.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.818532

Minimum	0
Maximum	85.361789
Zeros	85
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	65.045851
median	73.106833
Q3	77.4175
95-th percentile	82.605366
Maximum	85.361789
Range	85.361789
Interquartile range (IQR)	12.371649

Descriptive statistics

Standard deviation	19.094872
Coefficient of variation (CV)	0.28155833
Kurtosis	7.2931696
Mean	67.818532
Median Absolute Deviation (MAD)	5.5027642
Skewness	-2.7843491
Sum	90198.648
Variance	364.61415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	6.4%
78.29268293	5	0.4%
82.29512195	2	0.2%
82.6	2	0.2%
69.88610387	2	0.2%
74.64	2	0.2%
69.64361743	2	0.2%
69.41226994	2	0.2%
69.17132773	2	0.2%
68.9161581	2	0.2%
Other values (1207)	1224	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	6.4%
51.593	1	0.1%
52.059	1	0.1%
52.24	1	0.1%
52.805	1	0.1%
52.947	1	0.1%
53.283	1	0.1%
53.438	1	0.1%
53.444	1	0.1%
53.541	1	0.1%

Value	Count	Frequency (%)
85.36178862	1	0.1%
85.07804878	1	0.1%
84.93414634	1	0.1%
84.6804878	1	0.1%
84.4801626	1	0.1%
84.374	1	0.1%
84.35634146	1	0.1%
84.244	1	0.1%
84.22682927	1	0.1%
84.21097561	1	0.1%

Military expenditure (% of GDP)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	960
Distinct (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.43032

Minimum	0
Maximum	12.119548
Zeros	345
Zeros (%)	25.9%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.2391948
Q3	1.9543606
95-th percentile	4.0656366
Maximum	12.119548
Range	12.119548
Interquartile range (IQR)	1.9543606

Descriptive statistics

Standard deviation	1.4720676
Coefficient of variation (CV)	1.0291876
Kurtosis	8.1780757
Mean	1.43032
Median Absolute Deviation (MAD)	0.8370998
Skewness	2.1390226
Sum	1902.3256
Variance	2.1669832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	345	25.9%
3.555482552	5	0.4%
3.252009982	2	0.2%
1.663095432	2	0.2%
2.962890662	2	0.2%
2.525700693	2	0.2%
2.521452114	2	0.2%
2.464627039	2	0.2%
2.513960695	2	0.2%
2.773525237	2	0.2%
Other values (950)	964	72.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	345	25.9%
0.000846300591	1	0.1%
0.0008810297312	1	0.1%
0.001394212584	1	0.1%
0.001500801641	1	0.1%
0.002894074715	1	0.1%
0.155938299	1	0.1%
0.159564903	1	0.1%
0.1624918183	1	0.1%
0.1710407458	1	0.1%

Value	Count	Frequency (%)
12.11954816	1	0.1%
10.87089296	1	0.1%
10.22384814	1	0.1%
9.87273833	1	0.1%
9.635787938	1	0.1%
9.54295828	1	0.1%
9.469201025	1	0.1%
8.637691241	1	0.1%
8.447598946	1	0.1%
7.812684846	1	0.1%

Age
Categorical

HIGH CORRELATION UNIFORM

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	75.5 KiB

0	266
1	266
2	266
3	266
4	266

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1330
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	2
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
0	266	20.0%
1	266	20.0%
2	266	20.0%
3	266	20.0%
4	266	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	266	20.0%
1	266	20.0%
2	266	20.0%
3	266	20.0%
4	266	20.0%

Most occurring characters

Value	Count	Frequency (%)
0	266	20.0%
1	266	20.0%
2	266	20.0%
3	266	20.0%
4	266	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1330	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	266	20.0%
1	266	20.0%
2	266	20.0%
3	266	20.0%
4	266	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1330	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	266	20.0%
1	266	20.0%
2	266	20.0%
3	266	20.0%
4	266	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1330	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	266	20.0%
1	266	20.0%
2	266	20.0%
3	266	20.0%
4	266	20.0%

Auto

Heatmap
Table

	Current GDP ($)	GDP growth (annual %)	GDP per capita ($)	Gini index	%individuals using internet	Interest payments (% of expense)	Interest payments (% of revenue)	Land area (sq.km)	Life expectancy at birth	Military expenditure (% of GDP)	Year	Age
Current GDP ($)	1.000	0.061	0.283	0.085	0.286	0.393	0.424	0.761	0.375	0.508	0.000	0.000
GDP growth (annual %)	0.061	1.000	-0.166	0.075	-0.212	0.073	0.072	0.112	-0.139	0.034	0.244	0.244
GDP per capita ($)	0.283	-0.166	1.000	0.092	0.770	-0.041	-0.010	-0.195	0.658	-0.062	0.000	0.000
Gini index	0.085	0.075	0.092	1.000	0.142	0.167	0.191	-0.033	0.235	0.090	0.000	0.000
%individuals using internet	0.286	-0.212	0.770	0.142	1.000	-0.034	-0.005	-0.166	0.695	0.057	0.091	0.091
Interest payments (% of expense)	0.393	0.073	-0.041	0.167	-0.034	1.000	0.992	0.359	0.034	0.222	0.000	0.000
Interest payments (% of revenue)	0.424	0.072	-0.010	0.191	-0.005	0.992	1.000	0.371	0.067	0.233	0.000	0.000
Land area (sq.km)	0.761	0.112	-0.195	-0.033	-0.166	0.359	0.371	1.000	-0.056	0.529	0.000	0.000
Life expectancy at birth	0.375	-0.139	0.658	0.235	0.695	0.034	0.067	-0.056	1.000	0.128	0.000	0.000
Military expenditure (% of GDP)	0.508	0.034	-0.062	0.090	0.057	0.222	0.233	0.529	0.128	1.000	0.000	0.000
Year	0.000	0.244	0.000	0.000	0.091	0.000	0.000	0.000	0.000	0.000	1.000	1.000
Age	0.000	0.244	0.000	0.000	0.091	0.000	0.000	0.000	0.000	0.000	1.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Year	Country Name	Country Code	Current GDP ($)	GDP growth (annual %)	GDP per capita ($)	%individuals using internet	Interest payments (% of expense)	Interest payments (% of revenue)	Land area (sq.km)	Life expectancy at birth	Military expenditure (% of GDP)	Age
0	2016	Afghanistan	AFG	1.811656e+10	2.260314	512.012778	0.000000	0.108067	0.091544	6.528600e+05	63.763000	0.956772	0
1	2017	Afghanistan	AFG	1.875347e+10	2.647003	516.679862	0.000000	0.134207	0.109379	6.528600e+05	64.130000	0.945227	1
2	2018	Afghanistan	AFG	1.805323e+10	1.189228	485.668419	0.000000	0.160347	0.127214	6.528600e+05	64.486000	1.006746	2
3	2019	Afghanistan	AFG	1.879945e+10	3.911603	494.179350	0.000000	0.186487	0.145050	6.528600e+05	64.833000	1.118231	3
4	2020	Afghanistan	AFG	2.011614e+10	-2.351101	516.747871	0.000000	0.212627	0.162885	6.528600e+05	65.189667	1.369684	4
5	2016	Africa Eastern and Southern	AFE	8.733549e+11	2.019391	1431.778723	17.165587	9.807254	9.180243	1.480707e+07	62.787681	1.420430	0
6	2017	Africa Eastern and Southern	AFE	9.853557e+11	2.542298	1573.063386	20.332119	8.627903	8.304132	1.480704e+07	63.246264	1.376636	1
7	2018	Africa Eastern and Southern	AFE	1.012853e+12	2.475272	1574.978648	23.657366	9.993050	10.345749	1.480704e+07	63.648988	1.164407	2
8	2019	Africa Eastern and Southern	AFE	1.009910e+12	2.077898	1530.059177	26.448284	10.633039	10.320944	1.480704e+07	64.005197	1.116059	3
9	2020	Africa Eastern and Southern	AFE	9.207923e+11	-2.939186	1359.618224	29.542516	10.908300	10.701177	1.480704e+07	64.411036	1.151457	4

	Year	Country Name	Country Code	Current GDP ($)	GDP growth (annual %)	GDP per capita ($)	Gini index	%individuals using internet	Interest payments (% of expense)	Interest payments (% of revenue)	Land area (sq.km)	Life expectancy at birth	Military expenditure (% of GDP)	Age
1320	2016	Zambia	ZMB	2.095841e+10	3.776679	1280.806543	0.0	4.899991	21.973088	24.839807	743390.0	62.464000	1.429305	0
1321	2017	Zambia	ZMB	2.587360e+10	3.504336	1535.196574	0.0	9.599994	22.831945	24.149885	743390.0	63.043000	1.309596	1
1322	2018	Zambia	ZMB	2.631159e+10	4.034494	1516.368371	0.0	14.299997	33.718110	33.207297	743390.0	63.510000	1.409462	2
1323	2019	Zambia	ZMB	2.330867e+10	1.441306	1305.001031	0.0	19.000000	41.996116	44.453897	743390.0	63.886000	1.219375	3
1324	2020	Zambia	ZMB	1.811063e+10	-2.785055	985.132436	0.0	23.700003	48.670458	50.991926	743390.0	64.360000	1.154225	4
1325	2016	Zimbabwe	ZWE	2.054868e+10	0.755869	1464.588957	41.3	23.119989	2.747953	4.033116	386850.0	60.294000	1.742494	0
1326	2017	Zimbabwe	ZWE	1.758489e+10	4.709492	1235.189032	44.3	24.400000	3.669340	6.024985	386850.0	60.812000	1.544948	1
1327	2018	Zimbabwe	ZWE	1.811554e+10	4.824211	1254.642265	47.3	25.000000	9.962580	13.473282	386850.0	61.195000	1.222795	2
1328	2019	Zimbabwe	ZWE	1.928429e+10	-6.144236	1316.740657	50.3	25.100000	13.569893	18.193365	386850.0	61.490000	0.698601	3
1329	2020	Zimbabwe	ZWE	1.805117e+10	-6.248748	1214.509820	53.3	25.760004	17.177206	22.913448	386850.0	61.888667	0.350637	4

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample